Prepare Data for SVD Analysis

Creating folder svd_plots/columns-pressure

Creating svd file for columns-pressure

SVD

Loading svd file for columns-pressure

Precision of SVD Resconstrucion

Full Reconstruction & Lower Rank Reconstruction

Diff: 7.838553905373496e-12
Diff reconstruction: 0.11095974699436754

Average SVD Error

Dates to Concept - SVD_U

Towns to Concept - SVD_V

Singular Vector - SVD_S

'1043165.2436202519; 367.3953747567111; 296.61367016485264; 152.95175054280378; 129.2500814862015; 105.50930932715997; 98.88025177393222; 91.11911051753134; 53.05159600272183; 42.698582160682804; 1.8038141318952655e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10; 1.0350656422191192e-10'

SVD Maps

Ploting map for k = 0

Ploting map for k = 1

Ploting map for k = 2

Ploting map for k = 3

Ploting map for k = 4

Export to HTML

[NbConvertApp] Converting notebook svd.ipynb to HTML
[NbConvertApp] Writing 7657301 bytes to output/columns-pressure_svd.html
[NbConvertApp] Converting notebook svd.ipynb to pdf
/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/filters/datatypefilter.py:41: UserWarning: Your element with mimetype(s) dict_keys(['text/html']) is not able to be represented.
  warn(
[NbConvertApp] Support files will be in columns-pressure_svd_files/
[NbConvertApp] Making directory ./columns-pressure_svd_files
[NbConvertApp] Making directory ./columns-pressure_svd_files
[NbConvertApp] Making directory ./columns-pressure_svd_files
[NbConvertApp] Making directory ./columns-pressure_svd_files
[NbConvertApp] Making directory ./columns-pressure_svd_files
[NbConvertApp] Making directory ./columns-pressure_svd_files
[NbConvertApp] Making directory ./columns-pressure_svd_files
[NbConvertApp] Making directory ./columns-pressure_svd_files
[NbConvertApp] Making directory ./columns-pressure_svd_files
[NbConvertApp] Making directory ./columns-pressure_svd_files
[NbConvertApp] Writing 64201 bytes to notebook.tex
[NbConvertApp] Building PDF
[NbConvertApp] Running xelatex 3 times: ['xelatex', 'notebook.tex', '-quiet']
[NbConvertApp] Running bibtex 1 time: ['bibtex', 'notebook']
[NbConvertApp] WARNING | bibtex had problems, most likely because there were no citations
[NbConvertApp] PDF successfully created
[NbConvertApp] Writing 7031118 bytes to output/columns-pressure_svd.pdf